{"id":"W4386407463","doi":"10.1097/mbp.0000000000000671","title":"Evaluation of stroke volume estimation during orthostatic stress: the utility of Modelflow","year":2023,"lang":"en","type":"article","venue":"Blood Pressure Monitoring","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Presyncope; Medicine; Supine position; Orthostatic vital signs; Cardiology; Stroke volume; Internal medicine; Blood pressure; Nuclear medicine; Heart rate","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001551553,0.000132358,0.0002789719,0.0001198703,0.00009468115,0.00001107247,0.0001263268,0.00008146012,0.00003075611],"category_scores_gemma":[0.0004007801,0.0001051185,0.00009347915,0.0002893855,0.00004958516,0.00009307126,0.00004445474,0.000176064,0.000003297961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001357,"about_ca_system_score_gemma":0.0001172366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001348644,"about_ca_topic_score_gemma":0.000001820568,"domain_scores_codex":[0.9978344,0.0001890548,0.0003964404,0.0002108436,0.001158336,0.0002109005],"domain_scores_gemma":[0.9985361,0.0001163031,0.0001890381,0.0005113169,0.0005913654,0.00005593756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002345676,0.0005249482,0.6828452,0.002239588,0.002349052,0.00001173383,0.004768663,0.1448308,0.06725196,0.00002273641,0.00004317729,0.09487754],"study_design_scores_gemma":[0.00120927,0.00006183097,0.3362342,0.0003919909,0.001854613,0.000003397462,0.0003234838,0.5395928,0.1201322,0.0001118147,0.00001254549,0.00007183578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970926,0.001126523,0.0002655846,0.00007502214,0.000439758,0.0005228912,0.00004858082,0.00009959732,0.0003294587],"genre_scores_gemma":[0.9986211,0.000056413,0.0006186675,8.064858e-7,0.0002368892,0.00005645233,0.00001746726,0.0000229335,0.0003692495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.394762,"threshold_uncertainty_score":0.4286607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728702230775958,"score_gpt":0.3177780847804867,"score_spread":0.2804910624727271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}